{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "eb28602f",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-03-05T01:35:42.635114Z",
     "start_time": "2022-03-05T01:35:42.629416Z"
    }
   },
   "outputs": [],
   "source": [
    "# !pip install spinesTS"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e1c85104",
   "metadata": {},
   "source": [
    "# MLPTorchModel"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "9944ceaa",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-03-05T01:35:44.529558Z",
     "start_time": "2022-03-05T01:35:42.636011Z"
    }
   },
   "outputs": [],
   "source": [
    "from spinesTS.preprocessing import split_series\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from spinesTS.plotting import plot2d\n",
    "from sklearn.metrics import r2_score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "5a88d246",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-03-05T01:35:44.532793Z",
     "start_time": "2022-03-05T01:35:44.530363Z"
    }
   },
   "outputs": [],
   "source": [
    "from spinesTS.pipeline import Pipeline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "93e2d2b0",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-03-05T01:35:44.887779Z",
     "start_time": "2022-03-05T01:35:44.534023Z"
    }
   },
   "outputs": [],
   "source": [
    "from spinesTS.data import BuiltInSeriesData\n",
    "from spinesTS.nn import MLPTorchModel\n",
    "from spinesTS.metrics import mean_absolute_error\n",
    "from spinesTS.metrics import mean_absolute_percentage_error"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "83d6f00c",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-03-05T01:35:44.891719Z",
     "start_time": "2022-03-05T01:35:44.888872Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Existing CSV file list: \n",
      ">> >> >> >> >> >> >> >> >> >> \n",
      "    Electric_Production\n",
      "    Messages_Sent\n",
      "    Messages_Sent_Hour\n",
      "    Series_0\n",
      "    Series_1\n",
      "    Series_2\n",
      "    Series_3\n",
      "    Series_4\n",
      "    Series_5\n",
      "    Series_6\n",
      "    Series_7\n",
      "    Series_8\n",
      "    Series_9\n",
      "    Supermarket_Incoming\n",
      "    Web_Sales\n",
      "<< << << << << << << << << << \n"
     ]
    }
   ],
   "source": [
    "series_data = BuiltInSeriesData()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "b18be0d6",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-03-05T01:35:45.694495Z",
     "start_time": "2022-03-05T01:35:44.892658Z"
    }
   },
   "outputs": [],
   "source": [
    "cs = series_data['Series_0']\n",
    "cs_data = cs.dataset['turnover_1']\n",
    "x_train_cs, x_test_cs, y_train_cs, y_test_cs = split_series(cs_data, cs_data, 420, 420, train_size=0.8)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f0627056",
   "metadata": {},
   "source": [
    "## MLP model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "34d1e8d2",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-03-05T01:35:45.745860Z",
     "start_time": "2022-03-05T01:35:45.695437Z"
    },
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "multi_reg = MLPTorchModel(420, 420, random_seed=666, res_dense_blocks=1, learning_rate=0.001)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "82a5b0c2",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-03-05T01:35:54.658268Z",
     "start_time": "2022-03-05T01:35:54.645119Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "----------------------------------------------------------------\n",
      "        Layer (type)               Output Shape         Param #\n",
      "================================================================\n",
      "         LayerNorm-1                  [-1, 420]             840\n",
      " HierarchicalLayer-2                  [-1, 210]               0\n",
      "            Linear-3                  [-1, 210]          44,310\n",
      "              ReLU-4                  [-1, 210]               0\n",
      "         LayerNorm-5                  [-1, 210]             420\n",
      "          ResBlock-6                  [-1, 210]               1\n",
      "            Linear-7                  [-1, 210]          44,310\n",
      "              ReLU-8                  [-1, 210]               0\n",
      "         LayerNorm-9                  [-1, 210]             420\n",
      "         ResBlock-10                  [-1, 210]               1\n",
      "         ResBlock-11                  [-1, 210]               1\n",
      "           Linear-12                  [-1, 210]          44,310\n",
      "             ReLU-13                  [-1, 210]               0\n",
      "        LayerNorm-14                  [-1, 210]             420\n",
      "         ResBlock-15                  [-1, 210]               1\n",
      "           Linear-16                  [-1, 210]          44,310\n",
      "             ReLU-17                  [-1, 210]               0\n",
      "        LayerNorm-18                  [-1, 210]             420\n",
      "         ResBlock-19                  [-1, 210]               1\n",
      "         ResBlock-20                  [-1, 210]               1\n",
      "             LSTM-21               [-1, 2, 420]         708,960\n",
      "             LSTM-22               [-1, 2, 420]         708,960\n",
      "        LayerNorm-23                  [-1, 840]           1,680\n",
      "           Linear-24                  [-1, 420]         176,820\n",
      "             ReLU-25                  [-1, 420]               0\n",
      "        LayerNorm-26                  [-1, 420]             840\n",
      "         ResBlock-27                  [-1, 420]               1\n",
      "           Linear-28                  [-1, 420]         176,820\n",
      "             ReLU-29                  [-1, 420]               0\n",
      "        LayerNorm-30                  [-1, 420]             840\n",
      "         ResBlock-31                  [-1, 420]               1\n",
      "         ResBlock-32                  [-1, 420]               1\n",
      "           Linear-33                  [-1, 420]         176,820\n",
      "             ReLU-34                  [-1, 420]               0\n",
      "        LayerNorm-35                  [-1, 420]             840\n",
      "         ResBlock-36                  [-1, 420]               1\n",
      "           Linear-37                  [-1, 420]         176,820\n",
      "             ReLU-38                  [-1, 420]               0\n",
      "        LayerNorm-39                  [-1, 420]             840\n",
      "         ResBlock-40                  [-1, 420]               1\n",
      "         ResBlock-41                  [-1, 420]               1\n",
      "             LSTM-42               [-1, 2, 420]       1,061,760\n",
      "             LSTM-43               [-1, 2, 420]       1,061,760\n",
      "        LayerNorm-44                  [-1, 840]           1,680\n",
      "           Linear-45                  [-1, 420]         353,220\n",
      "================================================================\n",
      "Total params: 4,788,432\n",
      "Trainable params: 4,788,432\n",
      "Non-trainable params: 0\n",
      "----------------------------------------------------------------\n",
      "Input size (MB): 0.001602\n",
      "Forward/backward pass size (MB): 0.132980\n",
      "Params size (MB): 18.266418\n",
      "Estimated Total Size (MB): 18.401001\n",
      "----------------------------------------------------------------\n"
     ]
    }
   ],
   "source": [
    "multi_reg.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "dfcd73fc",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "r2: -0.7296732734053923\n",
      "mae: 86.02221190588814\n",
      "mape: 0.6871468898518374\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "multi_reg.fit(x_train_cs, y_train_cs, eval_set=(x_test_cs[:-2], y_test_cs[:-2]), batch_size=32,\n",
    "             min_delta=0, patience=100, epochs=1000, verbose=False)\n",
    "y_pred_cs = multi_reg.predict(x_test_cs[-2:])\n",
    "print(f\"r2: {r2_score(y_test_cs[-2:].T, y_pred_cs.T)}\")\n",
    "print(f\"mae: {mean_absolute_error(y_test_cs[-2:], y_pred_cs)}\")\n",
    "print(f\"mape: {mean_absolute_percentage_error(y_test_cs[-2:], y_pred_cs)}\")\n",
    "plot2d(y_test_cs[-2:], y_pred_cs, fig_num_or_slice=slice(-1, None), labels=['y_test', 'y_pred'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "2db5526c",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-03-04T14:14:37.267049Z",
     "start_time": "2022-03-04T13:55:52.664910Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "r2: -0.679758713304865\n",
      "mae: 89.75520007723854\n",
      "mape: 0.7202149380023891\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "multi_reg = MLPTorchModel(420, 420, random_seed=666, res_dense_blocks=2, learning_rate=0.001)\n",
    "multi_reg.fit(x_train_cs, y_train_cs, eval_set=(x_test_cs[:-2], y_test_cs[:-2]), batch_size=32,\n",
    "             min_delta=0, patience=100, epochs=1000, verbose=False)\n",
    "y_pred_cs = multi_reg.predict(x_test_cs[-2:])\n",
    "print(f\"r2: {r2_score(y_test_cs[-2:].T, y_pred_cs.T)}\")\n",
    "print(f\"mae: {mean_absolute_error(y_test_cs[-2:], y_pred_cs)}\")\n",
    "print(f\"mape: {mean_absolute_percentage_error(y_test_cs[-2:], y_pred_cs)}\")\n",
    "plot2d(y_test_cs[-2:], y_pred_cs, fig_num_or_slice=slice(-1, None), labels=['y_test', 'y_pred'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "8701b5f5",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-03-04T14:39:14.523422Z",
     "start_time": "2022-03-04T14:14:37.267931Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "r2: -0.6530743282343222\n",
      "mae: 84.74753183637347\n",
      "mape: 0.6683562148617536\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "multi_reg = MLPTorchModel(420, 420, random_seed=666, res_dense_blocks=4, learning_rate=0.001)\n",
    "multi_reg.fit(x_train_cs, y_train_cs, eval_set=(x_test_cs[:-2], y_test_cs[:-2]), batch_size=32,\n",
    "             min_delta=0, patience=100, epochs=1000, verbose=False)\n",
    "y_pred_cs = multi_reg.predict(x_test_cs[-2:])\n",
    "print(f\"r2: {r2_score(y_test_cs[-2:].T, y_pred_cs.T)}\")\n",
    "print(f\"mae: {mean_absolute_error(y_test_cs[-2:], y_pred_cs)}\")\n",
    "print(f\"mape: {mean_absolute_percentage_error(y_test_cs[-2:], y_pred_cs)}\")\n",
    "plot2d(y_test_cs[-2:], y_pred_cs, fig_num_or_slice=slice(-1, None), labels=['y_test', 'y_pred'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "339b7cac",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-03-04T14:48:27.162063Z",
     "start_time": "2022-03-04T14:39:14.524759Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "r2: -0.5464568697179517\n",
      "mae: 87.86438008262998\n",
      "mape: 0.7242318556058305\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pp = Pipeline([\n",
    "    ('sc', StandardScaler()),\n",
    "    ('model', MLPTorchModel(420, 420, random_seed=666, res_dense_blocks=1, learning_rate=0.001))\n",
    "])\n",
    "\n",
    "pp.fit(x_train_cs, y_train_cs, eval_set=(x_test_cs[:-2], y_test_cs[:-2]), batch_size=32,\n",
    "             min_delta=0, patience=100, epochs=1000, verbose=False)\n",
    "y_pred_cs = pp.predict(x_test_cs[-2:])\n",
    "print(f\"r2: {r2_score(y_test_cs[-2:].T, y_pred_cs.T)}\")\n",
    "print(f\"mae: {mean_absolute_error(y_test_cs[-2:], y_pred_cs)}\")\n",
    "print(f\"mape: {mean_absolute_percentage_error(y_test_cs[-2:], y_pred_cs)}\")\n",
    "plot2d(y_test_cs[-2:], y_pred_cs, fig_num_or_slice=slice(-1, None), labels=['y_test', 'y_pred'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "39140791",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-03-04T14:48:28.281562Z",
     "start_time": "2022-03-04T14:48:27.163147Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "r2: 0.42726036812622376\n",
      "mae: 69.99286360112833\n",
      "mape: 0.38305723678674775\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "y_pred_cs = pp.predict(x_test_cs[:-2])\n",
    "print(f\"r2: {r2_score(y_test_cs[:-2].T, y_pred_cs.T)}\")\n",
    "print(f\"mae: {mean_absolute_error(y_test_cs[:-2], y_pred_cs)}\")\n",
    "print(f\"mape: {mean_absolute_percentage_error(y_test_cs[:-2], y_pred_cs)}\")\n",
    "plot2d(y_test_cs[:-2], y_pred_cs, fig_num_or_slice=slice(0, 1), labels=['y_test', 'y_pred'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0c57a18e",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "@webio": {
   "lastCommId": null,
   "lastKernelId": null
  },
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.7"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {
    "height": "calc(100% - 180px)",
    "left": "10px",
    "top": "150px",
    "width": "384px"
   },
   "toc_section_display": true,
   "toc_window_display": true
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
